The young woman watched the admirers circle her sculpture, a grotesque figure she’d crafted in a moment of intense, private despair. It was meant to stay hidden, a testament to her darkest feelings, yet here it was, gleaming under the harsh gallery lights. Someone had broken into her workshop. Someone had *stolen* her pain.

She felt a tremor run through her. Her breath hitched in her throat. Every comment, every appreciative glance, felt like a violation. They didn't *understand*. They couldn't.

She wanted to dismantle it, to smash it to pieces with a hammer, to erase every trace of its existence. The sculptor, a man, approached her with a patronising smile, extending his hand. She barely acknowledged it and turned away, desperate to be invisible.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262